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Good Artists Copy, Great Artists Steal: Model Extraction Attacks Against Image Translation Generative Adversarial Networks

Apr 26, 2021
Sebastian Szyller, Vasisht Duddu, Tommi Gröndahl, N. Asokan

* 9 pages, 7 figures 

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A little goes a long way: Improving toxic language classification despite data scarcity

Sep 25, 2020
Mika Juuti, Tommi Gröndahl, Adrian Flanagan, N. Asokan

* Accepted for publication in Findings of ACL: EMNLP 2020 

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WAFFLE: Watermarking in Federated Learning

Aug 17, 2020
Buse Gul Atli, Yuxi Xia, Samuel Marchal, N. Asokan

* 15 pages, 10 figures, 13 tables 

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Extraction of Complex DNN Models: Real Threat or Boogeyman?

Oct 11, 2019
Buse Gul Atli, Sebastian Szyller, Mika Juuti, Samuel Marchal, N. Asokan

* 8 pages, 2 figures 

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DAWN: Dynamic Adversarial Watermarking of Neural Networks

Jun 12, 2019
Sebastian Szyller, Buse Gul Atli, Samuel Marchal, N. Asokan

* 16 pages, 5 figures 

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Making targeted black-box evasion attacks effective and efficient

Jun 08, 2019
Mika Juuti, Buse Gul Atli, N. Asokan

* 12 pages, 10 figures 

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Effective writing style imitation via combinatorial paraphrasing

May 31, 2019
Tommi Gröndahl, N. Asokan

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EAT2seq: A generic framework for controlled sentence transformation without task-specific training

Apr 08, 2019
Tommi Gröndahl, N. Asokan

* 32 pages 

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Text Analysis in Adversarial Settings: Does Deception Leave a Stylistic Trace?

Feb 26, 2019
Tommi Gröndahl, N. Asokan

* 35 pages To appear in ACM Computing Surveys (CSUR) 

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All You Need is "Love": Evading Hate-speech Detection

Nov 05, 2018
Tommi Gröndahl, Luca Pajola, Mika Juuti, Mauro Conti, N. Asokan

* 11 pages, Proceedings of the 11th ACM Workshop on Artificial Intelligence and Security (AISec) 2018 

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Stay On-Topic: Generating Context-specific Fake Restaurant Reviews

Jun 28, 2018
Mika Juuti, Bo Sun, Tatsuya Mori, N. Asokan

* 21 pages, 5 figures, 6 tables. Accepted for publication in the European Symposium on Research in Computer Security (ESORICS) 2018 

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